CBDA-SL and Knockoff Filter Results on the Random/Binomial Dataset
Simeone Marino
December 6, 2016
Some general info to grasp the plots and tables to follow
This is a summary of a set of 30 experiments I ran on Cranium using a single pipe workflow file that performs the following tasks: * Loads a text file with arguments (each line is an experiment with the specs: M[jobs],misValperc[missing value %],min[Kcol_min] and max[Kcol_max] for FSR-Feature Sampling Range %, min[Nrow_min] and max[Nrow_max] for SSR-Subject Sampling Range %). * Loads a dataset for machine learning * Sets the number of jobs/iteration of the CBDA-SL algorithm [j_global] * Sets the experiment to run [i_exp, in a sequence constrained by the max number of jobs that can be submitted on Cranium through the LONI pipeline as a guest] * Set the working directory where every workspace is saved * Set the R script/scripts to be run
This document has the final results, by experiment. See https://drive.google.com/file/d/0B5sz_T_1CNJQWmlsRTZEcjBEOEk/view?ths=true for some general documentation of the CBDA-SL project and github https://github.com/SOCR/CBDA for the code [still in progress]. The test dataset is defined as below:
# Problem parameters
# Problem parameters
n = 300 # number of observations
p = 100 # number of variables
X1 = matrix(rnorm(n*p), nrow=n, ncol=p)
Ytemp = rbinom(n,1,0.5) # balanced bernoulli response variable
X2 <- cbind(Ytemp,X1)
# Here I write the data in a text file [not executed]
#write.table(X2,"C:/Users/simeonem/Documents/CBDA-SL/Cranium/Random_dataset.txt",sep=",")
# Here I load the dataset [not executed]
#Binomial_dataset = read.csv("C:/Users/simeonem/Documents/CBDA-SL/Cranium/Random_dataset.txt",header = TRUE)
# Here the X and Y matrix/vector are set for the CBDA-SL algorithm to proceed [not executed]
#Ytemp <- Random_dataset[,1]
#Xtemp <- Random_dataset[,-1]Thus, there is no feature that should be associated to the outcome. I don’t list the False Discovery Rates.
## [1] 1
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 1 3000 0 5 15 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 1 3000 0 5 15 60 80
## CBDA Frequency Density Knockoff Density
## 48 12 2.352941 39 4.039735
## 43 11 2.156863 91 3.907285
## 72 10 1.960784 16 2.715232
## 74 10 1.960784 15 2.582781
## 77 9 1.764706 71 2.450331
## 4 8 1.568627 31 2.384106
## 5 8 1.568627 51 2.251656
## 19 8 1.568627 65 1.986755
## 28 8 1.568627 64 1.920530
## 98 8 1.568627 1 1.854305
## 99 8 1.568627 19 1.788079
## [1] 2
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 2 3000 10 5 15 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 2 3000 10 5 15 60 80
## CBDA Frequency Density Knockoff Density
## 25 11 2.244898 91 3.543586
## 28 10 2.040816 15 2.763997
## 83 10 2.040816 1 2.622254
## 1 9 1.836735 71 2.622254
## 31 9 1.836735 39 2.409639
## 71 9 1.836735 31 2.197023
## 91 9 1.836735 47 2.197023
## 78 8 1.632653 64 2.197023
## 5 7 1.428571 67 2.126152
## 8 7 1.428571 65 2.055280
## 16 7 1.428571 14 1.984408
## [1] 3
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 3 3000 20 5 15 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 3 3000 20 5 15 60 80
## CBDA Frequency Density Knockoff Density
## 89 11 2.099237 91 3.422819
## 31 10 1.908397 31 3.288591
## 8 9 1.717557 47 2.483221
## 29 9 1.717557 15 2.281879
## 63 9 1.717557 39 2.080537
## 70 9 1.717557 71 1.946309
## 20 8 1.526718 14 1.879195
## 38 8 1.526718 67 1.812081
## 39 8 1.526718 1 1.744966
## 41 8 1.526718 8 1.744966
## 49 8 1.526718 35 1.744966
## [1] 4
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 4 3000 30 5 15 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 4 3000 30 5 15 60 80
## CBDA Frequency Density Knockoff Density
## 61 11 2.391304 39 3.012048
## 25 9 1.956522 31 2.945114
## 28 9 1.956522 51 2.275770
## 38 9 1.956522 91 2.275770
## 67 9 1.956522 71 2.208835
## 80 9 1.956522 35 2.141901
## 8 8 1.739130 67 2.141901
## 46 8 1.739130 14 2.074967
## 71 8 1.739130 1 1.941098
## 96 8 1.739130 15 1.874163
## 9 7 1.521739 63 1.874163
## [1] 5
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 5 3000 40 5 15 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 5 3000 40 5 15 60 80
## CBDA Frequency Density Knockoff Density
## 10 11 2.272727 91 2.892031
## 70 10 2.066116 39 2.377892
## 71 10 2.066116 47 2.313625
## 77 9 1.859504 31 2.120823
## 23 8 1.652893 71 2.120823
## 44 8 1.652893 15 1.863753
## 62 8 1.652893 65 1.863753
## 64 8 1.652893 67 1.863753
## 72 8 1.652893 51 1.735219
## 73 8 1.652893 63 1.735219
## 82 8 1.652893 72 1.670951
## [1] 6
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 6 3000 0 5 15 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 6 3000 0 5 15 100 100
## CBDA Frequency Density Knockoff Density
## 35 11 2.350427 91 6.091846
## 85 11 2.350427 71 5.435801
## 93 10 2.136752 39 4.311153
## 64 9 1.923077 67 3.936270
## 74 9 1.923077 16 3.748828
## 25 8 1.709402 31 3.748828
## 29 8 1.709402 1 3.655108
## 44 8 1.709402 15 3.280225
## 51 8 1.709402 14 3.186504
## 69 8 1.709402 47 2.811621
## 71 8 1.709402 77 2.811621
## [1] 7
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 7 3000 10 5 15 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 7 3000 10 5 15 100 100
## CBDA Frequency Density Knockoff Density
## 51 10 2.066116 39 5.383212
## 39 9 1.859504 91 5.018248
## 40 9 1.859504 67 4.288321
## 71 9 1.859504 31 3.740876
## 20 8 1.652893 1 3.375912
## 26 8 1.652893 35 3.102190
## 34 8 1.652893 47 3.010949
## 67 8 1.652893 51 3.010949
## 82 8 1.652893 71 2.919708
## 83 8 1.652893 64 2.737226
## 87 8 1.652893 15 2.645985
## [1] 8
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 8 3000 20 5 15 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 8 3000 20 5 15 100 100
## CBDA Frequency Density Knockoff Density
## 14 11 2.386117 91 4.844961
## 7 10 2.169197 71 4.166667
## 91 10 2.169197 15 3.682171
## 20 9 1.952278 31 3.585271
## 70 9 1.952278 39 3.391473
## 90 9 1.952278 51 3.391473
## 96 9 1.952278 72 2.713178
## 17 8 1.735358 77 2.713178
## 25 8 1.735358 1 2.616279
## 51 8 1.735358 14 2.616279
## 54 8 1.735358 64 2.228682
## [1] 9
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 9 3000 30 5 15 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 9 3000 30 5 15 100 100
## CBDA Frequency Density Knockoff Density
## 45 12 2.166065 91 5.286738
## 56 12 2.166065 31 4.121864
## 31 11 1.985560 51 3.405018
## 14 10 1.805054 15 2.956989
## 39 10 1.805054 64 2.777778
## 42 10 1.805054 71 2.688172
## 77 10 1.805054 77 2.419355
## 96 10 1.805054 14 2.329749
## 9 9 1.624549 35 2.329749
## 15 9 1.624549 39 2.329749
## 30 9 1.624549 16 2.150538
## [1] 10
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 10 3000 40 5 15 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 10 3000 40 5 15 100 100
## CBDA Frequency Density Knockoff Density
## 60 11 2.103250 91 3.658537
## 4 9 1.720841 39 3.048780
## 7 9 1.720841 71 2.874564
## 16 9 1.720841 51 2.787456
## 39 9 1.720841 1 2.526132
## 40 9 1.720841 47 2.439024
## 42 9 1.720841 31 2.351916
## 91 9 1.720841 25 2.264808
## 17 8 1.529637 35 2.177700
## 21 8 1.529637 67 1.916376
## 37 8 1.529637 63 1.829268
## [1] 11
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 11 3000 0 15 30 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 11 3000 0 15 30 60 80
## CBDA Frequency Density Knockoff Density
## 81 18 1.754386 91 5.877483
## 96 17 1.656920 39 4.056291
## 18 16 1.559454 31 3.807947
## 51 16 1.559454 15 3.725166
## 76 16 1.559454 51 3.476821
## 15 15 1.461988 1 3.062914
## 16 15 1.461988 64 3.062914
## 58 15 1.461988 67 3.062914
## 61 15 1.461988 71 2.980132
## 71 15 1.461988 16 2.814570
## 3 14 1.364522 35 2.483444
## [1] 12
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 12 3000 10 15 30 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 12 3000 10 15 30 60 80
## CBDA Frequency Density Knockoff Density
## 15 17 1.593252 91 4.815651
## 32 17 1.593252 39 4.439428
## 91 17 1.593252 71 3.762227
## 1 16 1.499531 67 3.386005
## 23 16 1.499531 51 3.160271
## 35 16 1.499531 15 2.708804
## 67 16 1.499531 31 2.708804
## 86 16 1.499531 19 2.483070
## 100 16 1.499531 64 2.407825
## 8 15 1.405811 1 2.332581
## 39 15 1.405811 47 2.106847
## [1] 13
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 13 3000 20 15 30 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 13 3000 20 15 30 60 80
## CBDA Frequency Density Knockoff Density
## 47 19 1.694915 91 3.825137
## 61 18 1.605709 31 3.669009
## 77 18 1.605709 47 3.512881
## 84 18 1.605709 71 3.434817
## 67 17 1.516503 1 2.888368
## 96 17 1.516503 39 2.810304
## 23 16 1.427297 15 2.263856
## 24 16 1.427297 16 2.263856
## 46 16 1.427297 35 1.951600
## 88 16 1.427297 19 1.873536
## 95 16 1.427297 26 1.873536
## [1] 14
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 14 3000 30 15 30 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 14 3000 30 15 30 60 80
## CBDA Frequency Density Knockoff Density
## 6 16 1.438849 39 3.542673
## 7 16 1.438849 91 3.542673
## 15 16 1.438849 67 3.140097
## 21 16 1.438849 64 2.818035
## 34 16 1.438849 71 2.818035
## 51 15 1.348921 47 2.576490
## 72 15 1.348921 48 2.334944
## 92 15 1.348921 65 2.334944
## 3 14 1.258993 14 2.254428
## 14 14 1.258993 31 2.093398
## 16 14 1.258993 51 2.012882
## [1] 15
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 15 3000 40 15 30 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 15 3000 40 15 30 60 80
## CBDA Frequency Density Knockoff Density
## 28 19 1.690391 39 3.435400
## 44 17 1.512456 71 3.211352
## 58 17 1.512456 91 2.613891
## 17 16 1.423488 31 2.539208
## 18 16 1.423488 64 2.389843
## 37 16 1.423488 67 2.315161
## 59 16 1.423488 51 2.165795
## 3 15 1.334520 47 2.016430
## 19 15 1.334520 15 1.867065
## 31 15 1.334520 35 1.867065
## 52 15 1.334520 77 1.867065
## [1] 16
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 16 3000 0 15 30 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 16 3000 0 15 30 100 100
## CBDA Frequency Density Knockoff Density
## 71 23 2.017544 91 9.987820
## 14 18 1.578947 39 6.820950
## 36 18 1.578947 31 5.602923
## 64 18 1.578947 71 5.481121
## 72 18 1.578947 67 4.872107
## 20 17 1.491228 15 3.897686
## 62 17 1.491228 51 3.775883
## 84 17 1.491228 77 3.775883
## 19 16 1.403509 1 3.045067
## 30 16 1.403509 16 2.801462
## 61 16 1.403509 47 2.801462
## [1] 17
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 17 3000 10 15 30 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 17 3000 10 15 30 100 100
## CBDA Frequency Density Knockoff Density
## 91 22 1.914708 91 8.860759
## 31 20 1.740644 31 6.455696
## 1 17 1.479547 71 6.202532
## 64 17 1.479547 39 5.569620
## 73 17 1.479547 15 4.303797
## 14 16 1.392515 67 3.797468
## 16 16 1.392515 64 3.670886
## 71 16 1.392515 51 3.417722
## 77 16 1.392515 47 3.291139
## 87 16 1.392515 1 2.658228
## 8 15 1.305483 14 2.658228
## [1] 18
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 18 3000 20 15 30 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 18 3000 20 15 30 100 100
## CBDA Frequency Density Knockoff Density
## 51 20 1.718213 91 6.769596
## 98 20 1.718213 31 5.344418
## 71 19 1.632302 71 5.225653
## 16 17 1.460481 39 4.988124
## 72 17 1.460481 51 4.394299
## 77 17 1.460481 1 4.275534
## 9 15 1.288660 67 3.206651
## 33 15 1.288660 14 2.731591
## 48 15 1.288660 16 2.731591
## 55 15 1.288660 35 2.731591
## 63 15 1.288660 15 2.612827
## [1] 19
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 19 3000 30 15 30 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 19 3000 30 15 30 100 100
## CBDA Frequency Density Knockoff Density
## 72 18 1.690141 91 5.933251
## 90 18 1.690141 39 5.315204
## 10 17 1.596244 31 4.573548
## 31 16 1.502347 71 4.202719
## 51 16 1.502347 1 3.831891
## 88 16 1.502347 15 3.461063
## 19 15 1.408451 47 3.213844
## 23 15 1.408451 67 2.966625
## 26 15 1.408451 65 2.843016
## 64 15 1.408451 35 2.595797
## 67 15 1.408451 48 2.595797
## [1] 20
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 20 3000 40 15 30 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 20 3000 40 15 30 100 100
## CBDA Frequency Density Knockoff Density
## 19 19 1.731996 91 5.189873
## 82 18 1.640839 39 4.556962
## 14 16 1.458523 1 4.177215
## 68 16 1.458523 71 4.050633
## 96 16 1.458523 31 3.544304
## 34 15 1.367366 67 3.417722
## 39 15 1.367366 47 3.291139
## 41 15 1.367366 15 2.911392
## 43 15 1.367366 25 2.658228
## 46 15 1.367366 77 2.658228
## 75 15 1.367366 72 2.531646
## [1] 21
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 21 3000 0 30 50 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 21 3000 0 30 50 60 80
## CBDA Frequency Density Knockoff Density
## 31 33 1.580460 91 5.866667
## 91 30 1.436782 39 5.600000
## 48 29 1.388889 71 4.800000
## 29 28 1.340996 51 3.822222
## 20 27 1.293103 31 3.466667
## 28 27 1.293103 1 2.933333
## 27 26 1.245211 65 2.933333
## 62 26 1.245211 67 2.933333
## 64 26 1.245211 47 2.755556
## 68 26 1.245211 15 2.488889
## 73 26 1.245211 48 2.311111
## [1] 22
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 22 3000 10 30 50 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 22 3000 10 30 50 60 80
## CBDA Frequency Density Knockoff Density
## 91 29 1.416016 91 5.196982
## 58 28 1.367188 31 4.861693
## 89 28 1.367188 39 4.777871
## 11 27 1.318359 1 3.772003
## 25 27 1.318359 71 3.772003
## 35 27 1.318359 15 3.101425
## 83 27 1.318359 67 2.849958
## 21 26 1.269531 47 2.598491
## 53 26 1.269531 19 2.514669
## 64 26 1.269531 51 2.263202
## 93 26 1.269531 72 2.263202
## [1] 23
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 23 3000 20 30 50 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 23 3000 20 30 50 60 80
## CBDA Frequency Density Knockoff Density
## 67 28 1.417722 91 5.206738
## 83 28 1.417722 71 3.292496
## 36 26 1.316456 31 3.062787
## 65 26 1.316456 39 3.062787
## 70 26 1.316456 67 3.062787
## 24 25 1.265823 47 2.986217
## 28 25 1.265823 64 2.909648
## 29 25 1.265823 14 2.297090
## 32 25 1.265823 65 2.297090
## 89 25 1.265823 51 2.143951
## 3 24 1.215190 1 2.067381
## [1] 24
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 24 3000 30 30 50 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 24 3000 30 30 50 60 80
## CBDA Frequency Density Knockoff Density
## 20 31 1.586489 91 5.056180
## 28 27 1.381781 39 3.531300
## 66 27 1.381781 71 3.451043
## 42 26 1.330604 15 3.130016
## 85 26 1.330604 31 3.130016
## 86 26 1.330604 51 3.049759
## 12 25 1.279427 67 2.568218
## 22 25 1.279427 1 2.407705
## 67 25 1.279427 47 2.407705
## 81 25 1.279427 65 2.407705
## 90 25 1.279427 77 2.247191
## [1] 25
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 25 3000 40 30 50 60 80
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 25 3000 40 30 50 60 80
## CBDA Frequency Density Knockoff Density
## 91 29 1.475827 91 3.970827
## 65 28 1.424936 71 3.484603
## 64 27 1.374046 39 3.322528
## 44 26 1.323155 48 2.593193
## 15 25 1.272265 1 2.350081
## 16 25 1.272265 31 2.188006
## 43 25 1.272265 47 2.106969
## 1 24 1.221374 16 2.025932
## 31 24 1.221374 64 2.025932
## 38 24 1.221374 19 1.944895
## 26 23 1.170483 65 1.944895
## [1] 26
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 26 3000 0 30 50 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 26 3000 0 30 50 100 100
## CBDA Frequency Density Knockoff Density
## 6 29 1.477331 91 10.380623
## 39 28 1.426388 39 10.207612
## 95 28 1.426388 71 7.266436
## 21 26 1.324503 31 5.363322
## 98 26 1.324503 67 5.363322
## 11 25 1.273561 1 4.671280
## 35 25 1.273561 51 4.325260
## 51 25 1.273561 47 3.979239
## 100 25 1.273561 15 3.114187
## 8 24 1.222618 64 2.941176
## 18 24 1.222618 16 2.768166
## [1] 27
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 27 3000 10 30 50 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 27 3000 10 30 50 100 100
## CBDA Frequency Density Knockoff Density
## 39 30 1.474201 91 10.371517
## 30 28 1.375921 31 7.894737
## 56 28 1.375921 71 7.739938
## 63 27 1.326781 39 6.191950
## 96 27 1.326781 1 4.643963
## 38 26 1.277641 51 4.489164
## 47 26 1.277641 47 4.334365
## 75 26 1.277641 67 3.869969
## 4 25 1.228501 15 3.715170
## 16 25 1.228501 35 3.250774
## 20 25 1.228501 16 3.095975
## [1] 28
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 28 3000 20 30 50 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 28 3000 20 30 50 100 100
## CBDA Frequency Density Knockoff Density
## 91 28 1.465969 91 8.771930
## 39 26 1.361257 31 6.578947
## 43 26 1.361257 39 6.286550
## 35 25 1.308901 47 5.116959
## 31 24 1.256545 71 4.678363
## 58 24 1.256545 51 4.239766
## 67 24 1.256545 15 4.093567
## 89 24 1.256545 1 3.508772
## 18 23 1.204188 67 3.508772
## 19 23 1.204188 64 3.362573
## 33 23 1.204188 14 2.923977
## [1] 29
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 29 3000 30 30 50 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 29 3000 30 30 50 100 100
## CBDA Frequency Density Knockoff Density
## 67 29 1.479592 91 7.713499
## 14 28 1.428571 31 7.162534
## 16 27 1.377551 39 5.096419
## 20 26 1.326531 67 4.958678
## 25 26 1.326531 71 4.820937
## 91 26 1.326531 1 4.132231
## 27 25 1.275510 51 4.132231
## 62 25 1.275510 64 3.443526
## 68 25 1.275510 47 3.030303
## 35 24 1.224490 14 2.892562
## 39 24 1.224490 15 2.754821
## [1] 30
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 30 3000 40 30 50 100 100
## [1] "CBDA-SL results"
## M misValperc Kcol_min Kcol_max Nrow_min Nrow_max
## 30 3000 40 30 50 100 100
## CBDA Frequency Density Knockoff Density
## 39 32 1.542912 91 5.532503
## 58 32 1.542912 31 4.149378
## 14 30 1.446480 39 4.149378
## 1 29 1.398264 47 3.596127
## 15 28 1.350048 71 3.596127
## 43 28 1.350048 51 3.042877
## 62 28 1.350048 67 3.042877
## 91 27 1.301832 1 2.627939
## 83 26 1.253616 16 2.489627
## 96 26 1.253616 48 2.489627
## 2 25 1.205400 14 2.351314